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Multi-Step Budgeted Bayesian Optimization with Unknown Evaluation Costs

Multi-Step Budgeted Bayesian Optimization with Unknown Evaluation Costs

Raul Astudillo
Daniel R. Jiang
Maximilian Balandat
E. Bakshy
P. Frazier
ArXiv (abs)PDFHTML

Papers citing "Multi-Step Budgeted Bayesian Optimization with Unknown Evaluation Costs"

13 / 13 papers shown
Title
Cost-aware Bayesian Optimization via the Pandora's Box Gittins Index
Cost-aware Bayesian Optimization via the Pandora's Box Gittins Index
Qian Xie
Raul Astudillo
P. Frazier
Ziv Scully
Alexander Terenin
165
3
0
17 Jan 2025
A Nonmyopic Approach to Cost-Constrained Bayesian Optimization
A Nonmyopic Approach to Cost-Constrained Bayesian Optimization
E. Lee
David Eriksson
Valerio Perrone
Matthias Seeger
74
23
0
10 Jun 2021
Efficient Nonmyopic Bayesian Optimization via One-Shot Multi-Step Trees
Efficient Nonmyopic Bayesian Optimization via One-Shot Multi-Step Trees
Shali Jiang
Daniel R. Jiang
Maximilian Balandat
Brian Karrer
Jacob R. Gardner
Roman Garnett
66
44
0
29 Jun 2020
Efficient Rollout Strategies for Bayesian Optimization
Efficient Rollout Strategies for Bayesian Optimization
E. Lee
David Eriksson
Bolong Cheng
M. McCourt
D. Bindel
53
25
0
24 Feb 2020
Why Non-myopic Bayesian Optimization is Promising and How Far Should We Look-ahead? A Study via Rollout
Why Non-myopic Bayesian Optimization is Promising and How Far Should We Look-ahead? A Study via Rollout
Xubo Yue
Raed Al Kontar
69
38
0
04 Nov 2019
Bayesian Optimization for Materials Design with Mixed Quantitative and Qualitative Variables
Bayesian Optimization for Materials Design with Mixed Quantitative and Qualitative Variables
Yichi Zhang
D. Apley
Wei Chen
AI4CE
64
217
0
03 Oct 2019
Practical Multi-fidelity Bayesian Optimization for Hyperparameter Tuning
Practical Multi-fidelity Bayesian Optimization for Hyperparameter Tuning
Jian Wu
Saul Toscano-Palmerin
P. Frazier
A. Wilson
56
132
0
12 Mar 2019
A Tutorial on Bayesian Optimization
A Tutorial on Bayesian Optimization
P. Frazier
GP
113
1,794
0
08 Jul 2018
Maximizing acquisition functions for Bayesian optimization
Maximizing acquisition functions for Bayesian optimization
James T. Wilson
Frank Hutter
M. Deisenroth
127
247
0
25 May 2018
GLASSES: Relieving The Myopia Of Bayesian Optimisation
GLASSES: Relieving The Myopia Of Bayesian Optimisation
Javier I. González
Michael A. Osborne
Neil D. Lawrence
63
119
0
21 Oct 2015
Auto-Encoding Variational Bayes
Auto-Encoding Variational Bayes
Diederik P. Kingma
Max Welling
BDL
455
16,923
0
20 Dec 2013
Bandits with Knapsacks
Bandits with Knapsacks
Ashwinkumar Badanidiyuru
Robert D. Kleinberg
Aleksandrs Slivkins
107
433
0
11 May 2013
Practical Bayesian Optimization of Machine Learning Algorithms
Practical Bayesian Optimization of Machine Learning Algorithms
Jasper Snoek
Hugo Larochelle
Ryan P. Adams
369
7,957
0
13 Jun 2012